Rotation Invariant Image Description with Local Binary Pattern Histogram Fourier Features

Authors:
Timo Ahonen;Jiří Matas;Chu He;Matti Pietikäinen
Affiliations:
Machine Vision Group, University of Oulu, Finland;Center for Machine Percpetion, Dept. of Cybernetics, Faculty of Elec. Eng., Czech Technical University in Prague,;School of Electronic Information, Wuhan University, P.R. China and Machine Vision Group, University of Oulu, Finland;Machine Vision Group, University of Oulu, Finland
Venue:
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Year:
2009

Citing 7
Cited 24

Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns

IEEE Transactions on Pattern Analysis and Machine Intelligence
Outex - New Framework for Empirical Evaluation of Texture Analysis Algorithms

ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
The CMU Pose, Illumination, and Expression Database

IEEE Transactions on Pattern Analysis and Machine Intelligence
A Statistical Approach to Texture Classification from Single Images

International Journal of Computer Vision - Special Issue on Texture Analysis and Synthesis
Class-Specific Material Categorisation

ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Face Description with Local Binary Patterns: Application to Face Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence
Image description using joint distribution of filter bank responses

Pattern Recognition Letters

Content-based tile retrieval system

SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Combining different local binary pattern variants to boost performance

Expert Systems with Applications: An International Journal
Colour and rotation invariant textural features based on Markov random fields

Pattern Recognition Letters
Pyramid-based multi-structure local binary pattern for texture classification

ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Descriptor learning based on fisher separation criterion for texture classification

ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Random interest regions for object recognition based on texture descriptors and bag of features

Expert Systems with Applications: An International Journal
Texture analysis based on saddle points-based BEMD and LBP

CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Survey on LBP based texture descriptors for image classification

Expert Systems with Applications: An International Journal
A user dependent multi-resolution approach for biometric data

International Journal of Information Technology and Management
Texture image classification using complex texton

ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
A new background subtraction method using texture and color information

ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Extending morphological covariance

Pattern Recognition
Local phase quantization for blur-insensitive image analysis

Image and Vision Computing
Moment-based local binary patterns: A novel descriptor for invariant pattern recognition applications

Neurocomputing
Investigating 3D model and part information for improving content-based and attribute-based object retrieval

Proceedings of the 20th ACM international conference on Multimedia
Comparative study of moment based parameterization for morphological texture description

Journal of Visual Communication and Image Representation
Texture recognition using robust Markovian features

MUSCLE'11 Proceedings of the 2011 international conference on Computational Intelligence for Multimedia Understanding
Patch-Based bag of features for face recognition in videos

CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Incremental learning of patch-based bag of facial words representation for online face recognition in videos

PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Texture classification based on BIMF monogenic signals

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Rotation invariant co-occurrence among adjacent LBPs

ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume Part I
A new GLLD operator for mass detection in digital mammograms

Journal of Biomedical Imaging - Special issue on Advanced Signal Processing Methods for Biomedical Imaging
Rotation-Invariant HOG Descriptors Using Fourier Analysis in Polar and Spherical Coordinates

International Journal of Computer Vision
A distinct and compact texture descriptor

Image and Vision Computing

Quantified Score

Hi-index	0.00

Visualization

Abstract

In this paper, we propose Local Binary Pattern Histogram Fourier features (LBP-HF), a novel rotation invariant image descriptor computed from discrete Fourier transforms of local binary pattern (LBP) histograms. Unlike most other histogram based invariant texture descriptors which normalize rotation locally, the proposed invariants are constructed globally for the whole region to be described. In addition to being rotation invariant, the LBP-HF features retain the highly discriminative nature of LBP histograms. In the experiments, it is shown that these features outperform non-invariant and earlier version of rotation invariant LBP and the MR8 descriptor in texture classification, material categorization and face recognition tests.